Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 344.9 KiB |
| Average record size in memory | 353.2 B |
Variable types
| DateTime | 1 |
|---|---|
| Text | 2 |
| Categorical | 2 |
| Numeric | 6 |
Destination Latitude is highly overall correlated with Destination Longitude | High correlation |
Destination Longitude is highly overall correlated with Destination Latitude | High correlation |
Source Latitude is highly overall correlated with Source Longitude | High correlation |
Source Longitude is highly overall correlated with Source Latitude | High correlation |
Timestamp has unique values | Unique |
Source IP has unique values | Unique |
Destination IP has unique values | Unique |
Reproduction
| Analysis started | 2025-02-20 15:16:47.935368 |
|---|---|
| Analysis finished | 2025-02-20 15:16:49.573536 |
| Duration | 1.64 second |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Timestamp
Date
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Minimum | 2025-01-06 00:00:00 |
|---|---|
| Maximum | 2025-02-16 15:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Source IP
Text
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.9 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.274 |
| Min length | 9 |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 96.32.89.114 |
|---|---|
| 2nd row | 201.61.222.13 |
| 3rd row | 51.31.102.145 |
| 4th row | 87.125.22.24 |
| 5th row | 106.16.28.144 |
| Value | Count | Frequency (%) |
| 120.142.246.239 | 1 | 0.1% |
| 153.17.251.196 | 1 | 0.1% |
| 96.32.89.114 | 1 | 0.1% |
| 201.61.222.13 | 1 | 0.1% |
| 51.31.102.145 | 1 | 0.1% |
| 87.125.22.24 | 1 | 0.1% |
| 106.16.28.144 | 1 | 0.1% |
| 205.149.201.212 | 1 | 0.1% |
| 120.53.225.138 | 1 | 0.1% |
| 10.145.68.198 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2557 | |
| 2 | 1669 | |
| 4 | 875 | 6.6% |
| 3 | 867 | 6.5% |
| 5 | 766 | 5.8% |
| 9 | 756 | 5.7% |
| 0 | 729 | 5.5% |
| 8 | 707 | 5.3% |
| 7 | 685 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13274 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2557 | |
| 2 | 1669 | |
| 4 | 875 | 6.6% |
| 3 | 867 | 6.5% |
| 5 | 766 | 5.8% |
| 9 | 756 | 5.7% |
| 0 | 729 | 5.5% |
| 8 | 707 | 5.3% |
| 7 | 685 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13274 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2557 | |
| 2 | 1669 | |
| 4 | 875 | 6.6% |
| 3 | 867 | 6.5% |
| 5 | 766 | 5.8% |
| 9 | 756 | 5.7% |
| 0 | 729 | 5.5% |
| 8 | 707 | 5.3% |
| 7 | 685 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13274 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2557 | |
| 2 | 1669 | |
| 4 | 875 | 6.6% |
| 3 | 867 | 6.5% |
| 5 | 766 | 5.8% |
| 9 | 756 | 5.7% |
| 0 | 729 | 5.5% |
| 8 | 707 | 5.3% |
| 7 | 685 | 5.2% |
Destination IP
Text
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.9 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.252 |
| Min length | 10 |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 170.248.225.52 |
|---|---|
| 2nd row | 197.19.175.122 |
| 3rd row | 15.224.157.137 |
| 4th row | 31.233.27.146 |
| 5th row | 38.196.56.233 |
| Value | Count | Frequency (%) |
| 170.209.108.122 | 1 | 0.1% |
| 124.174.95.22 | 1 | 0.1% |
| 170.248.225.52 | 1 | 0.1% |
| 197.19.175.122 | 1 | 0.1% |
| 15.224.157.137 | 1 | 0.1% |
| 31.233.27.146 | 1 | 0.1% |
| 38.196.56.233 | 1 | 0.1% |
| 121.82.193.137 | 1 | 0.1% |
| 85.207.133.168 | 1 | 0.1% |
| 142.184.21.110 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2538 | |
| 2 | 1638 | |
| 3 | 890 | 6.7% |
| 4 | 877 | 6.6% |
| 5 | 788 | 5.9% |
| 7 | 743 | 5.6% |
| 8 | 702 | 5.3% |
| 6 | 695 | 5.2% |
| 9 | 694 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13252 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2538 | |
| 2 | 1638 | |
| 3 | 890 | 6.7% |
| 4 | 877 | 6.6% |
| 5 | 788 | 5.9% |
| 7 | 743 | 5.6% |
| 8 | 702 | 5.3% |
| 6 | 695 | 5.2% |
| 9 | 694 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13252 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2538 | |
| 2 | 1638 | |
| 3 | 890 | 6.7% |
| 4 | 877 | 6.6% |
| 5 | 788 | 5.9% |
| 7 | 743 | 5.6% |
| 8 | 702 | 5.3% |
| 6 | 695 | 5.2% |
| 9 | 694 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13252 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2538 | |
| 2 | 1638 | |
| 3 | 890 | 6.7% |
| 4 | 877 | 6.6% |
| 5 | 788 | 5.9% |
| 7 | 743 | 5.6% |
| 8 | 702 | 5.3% |
| 6 | 695 | 5.2% |
| 9 | 694 | 5.2% |
Attack Type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 57.1 KiB |
| DDoS | |
|---|---|
| SQL Injection | |
| Phishing | |
| Ransomware | |
| Insider Threat |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 9.299 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DDoS |
|---|---|
| 2nd row | Ransomware |
| 3rd row | DDoS |
| 4th row | SQL Injection |
| 5th row | Ransomware |
Common Values
| Value | Count | Frequency (%) |
| DDoS | 174 | |
| SQL Injection | 172 | |
| Phishing | 171 | |
| Ransomware | 166 | |
| Insider Threat | 160 | |
| Malware | 157 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ddos | 174 | |
| sql | 172 | |
| injection | 172 | |
| phishing | 171 | |
| ransomware | 166 | |
| insider | 160 | |
| threat | 160 | |
| malware | 157 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 841 | 9.0% |
| e | 815 | 8.8% |
| a | 806 | 8.7% |
| i | 674 | 7.2% |
| r | 643 | 6.9% |
| o | 512 | 5.5% |
| h | 502 | 5.4% |
| s | 497 | 5.3% |
| D | 348 | 3.7% |
| S | 346 | 3.7% |
| Other values (16) | 3315 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9299 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 841 | 9.0% |
| e | 815 | 8.8% |
| a | 806 | 8.7% |
| i | 674 | 7.2% |
| r | 643 | 6.9% |
| o | 512 | 5.5% |
| h | 502 | 5.4% |
| s | 497 | 5.3% |
| D | 348 | 3.7% |
| S | 346 | 3.7% |
| Other values (16) | 3315 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9299 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 841 | 9.0% |
| e | 815 | 8.8% |
| a | 806 | 8.7% |
| i | 674 | 7.2% |
| r | 643 | 6.9% |
| o | 512 | 5.5% |
| h | 502 | 5.4% |
| s | 497 | 5.3% |
| D | 348 | 3.7% |
| S | 346 | 3.7% |
| Other values (16) | 3315 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9299 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 841 | 9.0% |
| e | 815 | 8.8% |
| a | 806 | 8.7% |
| i | 674 | 7.2% |
| r | 643 | 6.9% |
| o | 512 | 5.5% |
| h | 502 | 5.4% |
| s | 497 | 5.3% |
| D | 348 | 3.7% |
| S | 346 | 3.7% |
| Other values (16) | 3315 |
Severity
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.1 KiB |
| Low | |
|---|---|
| High | |
| Critical | |
| Medium |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.221 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Critical |
|---|---|
| 2nd row | Medium |
| 3rd row | Critical |
| 4th row | Medium |
| 5th row | Critical |
Common Values
| Value | Count | Frequency (%) |
| Low | 257 | |
| High | 256 | |
| Critical | 252 | |
| Medium | 235 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| low | 257 | |
| high | 256 | |
| critical | 252 | |
| medium | 235 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 995 | |
| L | 257 | 4.9% |
| o | 257 | 4.9% |
| w | 257 | 4.9% |
| H | 256 | 4.9% |
| g | 256 | 4.9% |
| h | 256 | 4.9% |
| C | 252 | 4.8% |
| r | 252 | 4.8% |
| t | 252 | 4.8% |
| Other values (8) | 1931 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5221 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 995 | |
| L | 257 | 4.9% |
| o | 257 | 4.9% |
| w | 257 | 4.9% |
| H | 256 | 4.9% |
| g | 256 | 4.9% |
| h | 256 | 4.9% |
| C | 252 | 4.8% |
| r | 252 | 4.8% |
| t | 252 | 4.8% |
| Other values (8) | 1931 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5221 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 995 | |
| L | 257 | 4.9% |
| o | 257 | 4.9% |
| w | 257 | 4.9% |
| H | 256 | 4.9% |
| g | 256 | 4.9% |
| h | 256 | 4.9% |
| C | 252 | 4.8% |
| r | 252 | 4.8% |
| t | 252 | 4.8% |
| Other values (8) | 1931 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5221 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 995 | |
| L | 257 | 4.9% |
| o | 257 | 4.9% |
| w | 257 | 4.9% |
| H | 256 | 4.9% |
| g | 256 | 4.9% |
| h | 256 | 4.9% |
| C | 252 | 4.8% |
| r | 252 | 4.8% |
| t | 252 | 4.8% |
| Other values (8) | 1931 |
Attempt Count
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.025 |
| Minimum | 1 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 18 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.5107843 |
|---|---|
| Coefficient of variation (CV) | 0.54970417 |
| Kurtosis | -1.1811198 |
| Mean | 10.025 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.0032340051 |
| Sum | 10025 |
| Variance | 30.368744 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 19 | 63 | 6.3% |
| 16 | 62 | 6.2% |
| 10 | 60 | 6.0% |
| 8 | 58 | 5.8% |
| 6 | 57 | 5.7% |
| 9 | 56 | 5.6% |
| 12 | 56 | 5.6% |
| 2 | 56 | 5.6% |
| 1 | 55 | 5.5% |
| 11 | 55 | 5.5% |
| Other values (9) | 422 |
| Value | Count | Frequency (%) |
| 1 | 55 | |
| 2 | 56 | |
| 3 | 53 | |
| 4 | 47 | |
| 5 | 43 | |
| 6 | 57 | |
| 7 | 46 | |
| 8 | 58 | |
| 9 | 56 | |
| 10 | 60 |
| Value | Count | Frequency (%) |
| 19 | 63 | |
| 18 | 45 | |
| 17 | 54 | |
| 16 | 62 | |
| 15 | 40 | |
| 14 | 48 | |
| 13 | 46 | |
| 12 | 56 | |
| 11 | 55 | |
| 10 | 60 |
Data Volume (MB)
Real number (ℝ)
| Distinct | 628 |
|---|---|
| Distinct (%) | 62.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 499.045 |
| Minimum | 2 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 268.75 |
| median | 504.5 |
| Q3 | 728 |
| 95-th percentile | 954.1 |
| Maximum | 999 |
| Range | 997 |
| Interquartile range (IQR) | 459.25 |
Descriptive statistics
| Standard deviation | 282.69606 |
|---|---|
| Coefficient of variation (CV) | 0.56647408 |
| Kurtosis | -1.0870347 |
| Mean | 499.045 |
| Median Absolute Deviation (MAD) | 230.5 |
| Skewness | 0.011353094 |
| Sum | 499045 |
| Variance | 79917.062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 611 | 6 | 0.6% |
| 556 | 6 | 0.6% |
| 328 | 6 | 0.6% |
| 805 | 5 | 0.5% |
| 537 | 5 | 0.5% |
| 34 | 5 | 0.5% |
| 28 | 4 | 0.4% |
| 57 | 4 | 0.4% |
| 594 | 4 | 0.4% |
| 803 | 4 | 0.4% |
| Other values (618) | 951 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 15 | 2 | |
| 16 | 3 | |
| 17 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 1 | 0.1% |
| 998 | 1 | 0.1% |
| 997 | 4 | |
| 996 | 2 | |
| 994 | 2 | |
| 992 | 2 | |
| 990 | 2 | |
| 989 | 2 | |
| 988 | 2 | |
| 987 | 1 | 0.1% |
Source Latitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.773874 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 205 |
| Negative (%) | 20.5% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 15.2305 |
Descriptive statistics
| Standard deviation | 31.934806 |
|---|---|
| Coefficient of variation (CV) | 1.1498146 |
| Kurtosis | 0.0036043286 |
| Mean | 27.773874 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.3153389 |
| Sum | 27773.874 |
| Variance | 1019.8318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -37.8136 | 81 | 8.1% |
| 51.5074 | 77 | 7.7% |
| 41.8781 | 75 | 7.5% |
| 34.6937 | 74 | 7.4% |
| 40.7128 | 71 | 7.1% |
| 35.6895 | 69 | 6.9% |
| 55.9533 | 68 | 6.8% |
| 49.2827 | 67 | 6.7% |
| 34.0522 | 66 | 6.6% |
| 45.5017 | 65 | 6.5% |
| Other values (5) | 287 |
| Value | Count | Frequency (%) |
| -37.8136 | 81 | |
| -33.8688 | 65 | |
| -27.4698 | 59 | |
| 34.0522 | 66 | |
| 34.6937 | 74 | |
| 35.0116 | 48 | |
| 35.6895 | 69 | |
| 40.7128 | 71 | |
| 41.8781 | 75 | |
| 43.651 | 52 |
| Value | Count | Frequency (%) |
| 55.9533 | 68 | |
| 53.4808 | 63 | |
| 51.5074 | 77 | |
| 49.2827 | 67 | |
| 45.5017 | 65 | |
| 43.651 | 52 | |
| 41.8781 | 75 | |
| 40.7128 | 71 | |
| 35.6895 | 69 | |
| 35.0116 | 48 |
Source Longitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.626183 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 604 |
| Negative (%) | 60.4% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -79.347 |
| median | -2.2426 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 219.0387 |
Descriptive statistics
| Standard deviation | 106.62752 |
|---|---|
| Coefficient of variation (CV) | 5.4329216 |
| Kurtosis | -1.6725061 |
| Mean | 19.626183 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | 0.11056936 |
| Sum | 19626.183 |
| Variance | 11369.427 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 144.9631 | 81 | 8.1% |
| -0.1278 | 77 | 7.7% |
| -87.6298 | 75 | 7.5% |
| 135.5023 | 74 | 7.4% |
| -74.006 | 71 | 7.1% |
| 139.6917 | 69 | 6.9% |
| -3.1883 | 68 | 6.8% |
| -123.1207 | 67 | 6.7% |
| -118.2437 | 66 | 6.6% |
| -73.5673 | 65 | 6.5% |
| Other values (5) | 287 |
| Value | Count | Frequency (%) |
| -123.1207 | 67 | |
| -118.2437 | 66 | |
| -87.6298 | 75 | |
| -79.347 | 52 | |
| -74.006 | 71 | |
| -73.5673 | 65 | |
| -3.1883 | 68 | |
| -2.2426 | 63 | |
| -0.1278 | 77 | |
| 135.5023 | 74 |
| Value | Count | Frequency (%) |
| 153.0251 | 59 | |
| 151.2093 | 65 | |
| 144.9631 | 81 | |
| 139.6917 | 69 | |
| 135.7681 | 48 | |
| 135.5023 | 74 | |
| -0.1278 | 77 | |
| -2.2426 | 63 | |
| -3.1883 | 68 | |
| -73.5673 | 65 |
Destination Latitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.798711 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 195 |
| Negative (%) | 19.5% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 15.2305 |
Descriptive statistics
| Standard deviation | 31.366522 |
|---|---|
| Coefficient of variation (CV) | 1.0891641 |
| Kurtosis | 0.18868278 |
| Mean | 28.798711 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.3728394 |
| Sum | 28798.711 |
| Variance | 983.85868 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 53.4808 | 81 | 8.1% |
| -33.8688 | 79 | 7.9% |
| 55.9533 | 76 | 7.6% |
| 49.2827 | 75 | 7.5% |
| 34.6937 | 73 | 7.3% |
| 35.0116 | 71 | 7.1% |
| 45.5017 | 69 | 6.9% |
| 35.6895 | 68 | 6.8% |
| 51.5074 | 62 | 6.2% |
| 41.8781 | 62 | 6.2% |
| Other values (5) | 284 |
| Value | Count | Frequency (%) |
| -37.8136 | 60 | |
| -33.8688 | 79 | |
| -27.4698 | 56 | |
| 34.0522 | 59 | |
| 34.6937 | 73 | |
| 35.0116 | 71 | |
| 35.6895 | 68 | |
| 40.7128 | 48 | |
| 41.8781 | 62 | |
| 43.651 | 61 |
| Value | Count | Frequency (%) |
| 55.9533 | 76 | |
| 53.4808 | 81 | |
| 51.5074 | 62 | |
| 49.2827 | 75 | |
| 45.5017 | 69 | |
| 43.651 | 61 | |
| 41.8781 | 62 | |
| 40.7128 | 48 | |
| 35.6895 | 68 | |
| 35.0116 | 71 |
Destination Longitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.699003 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 593 |
| Negative (%) | 59.3% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -79.347 |
| median | -2.2426 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 219.0387 |
Descriptive statistics
| Standard deviation | 106.34863 |
|---|---|
| Coefficient of variation (CV) | 4.6851673 |
| Kurtosis | -1.6669785 |
| Mean | 22.699003 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | 0.052944145 |
| Sum | 22699.003 |
| Variance | 11310.03 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -2.2426 | 81 | 8.1% |
| 151.2093 | 79 | 7.9% |
| -3.1883 | 76 | 7.6% |
| -123.1207 | 75 | 7.5% |
| 135.5023 | 73 | 7.3% |
| 135.7681 | 71 | 7.1% |
| -73.5673 | 69 | 6.9% |
| 139.6917 | 68 | 6.8% |
| -0.1278 | 62 | 6.2% |
| -87.6298 | 62 | 6.2% |
| Other values (5) | 284 |
| Value | Count | Frequency (%) |
| -123.1207 | 75 | |
| -118.2437 | 59 | |
| -87.6298 | 62 | |
| -79.347 | 61 | |
| -74.006 | 48 | |
| -73.5673 | 69 | |
| -3.1883 | 76 | |
| -2.2426 | 81 | |
| -0.1278 | 62 | |
| 135.5023 | 73 |
| Value | Count | Frequency (%) |
| 153.0251 | 56 | |
| 151.2093 | 79 | |
| 144.9631 | 60 | |
| 139.6917 | 68 | |
| 135.7681 | 71 | |
| 135.5023 | 73 | |
| -0.1278 | 62 | |
| -2.2426 | 81 | |
| -3.1883 | 76 | |
| -73.5673 | 69 |
Interactions
Correlations
| Attack Type | Attempt Count | Data Volume (MB) | Destination Latitude | Destination Longitude | Severity | Source Latitude | Source Longitude | |
|---|---|---|---|---|---|---|---|---|
| Attack Type | 1.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.031 |
| Attempt Count | 0.036 | 1.000 | -0.035 | -0.028 | 0.061 | 0.058 | 0.034 | -0.043 |
| Data Volume (MB) | 0.000 | -0.035 | 1.000 | 0.002 | 0.041 | 0.031 | -0.021 | -0.018 |
| Destination Latitude | 0.000 | -0.028 | 0.002 | 1.000 | -0.542 | 0.000 | -0.000 | 0.034 |
| Destination Longitude | 0.000 | 0.061 | 0.041 | -0.542 | 1.000 | 0.000 | 0.025 | -0.021 |
| Severity | 0.000 | 0.058 | 0.031 | 0.000 | 0.000 | 1.000 | 0.033 | 0.000 |
| Source Latitude | 0.032 | 0.034 | -0.021 | -0.000 | 0.025 | 0.033 | 1.000 | -0.524 |
| Source Longitude | 0.031 | -0.043 | -0.018 | 0.034 | -0.021 | 0.000 | -0.524 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2025-01-06 00:00:00 | 96.32.89.114 | 170.248.225.52 | DDoS | Critical | 9 | 208 | 35.6895 | 139.6917 | -37.8136 | 144.9631 |
| 1 | 2025-01-06 01:00:00 | 201.61.222.13 | 197.19.175.122 | Ransomware | Medium | 1 | 420 | -37.8136 | 144.9631 | 41.8781 | -87.6298 |
| 2 | 2025-01-06 02:00:00 | 51.31.102.145 | 15.224.157.137 | DDoS | Critical | 1 | 69 | 45.5017 | -73.5673 | 34.6937 | 135.5023 |
| 3 | 2025-01-06 03:00:00 | 87.125.22.24 | 31.233.27.146 | SQL Injection | Medium | 5 | 391 | 34.6937 | 135.5023 | -27.4698 | 153.0251 |
| 4 | 2025-01-06 04:00:00 | 106.16.28.144 | 38.196.56.233 | Ransomware | Critical | 10 | 899 | 35.0116 | 135.7681 | 43.6510 | -79.3470 |
| 5 | 2025-01-06 05:00:00 | 205.149.201.212 | 121.82.193.137 | SQL Injection | High | 2 | 605 | -33.8688 | 151.2093 | 53.4808 | -2.2426 |
| 6 | 2025-01-06 06:00:00 | 217.119.225.37 | 184.230.104.167 | Phishing | High | 4 | 78 | 55.9533 | -3.1883 | 49.2827 | -123.1207 |
| 7 | 2025-01-06 07:00:00 | 78.25.53.153 | 113.96.19.214 | Insider Threat | Critical | 11 | 393 | 43.6510 | -79.3470 | 35.0116 | 135.7681 |
| 8 | 2025-01-06 08:00:00 | 120.142.246.239 | 170.209.108.122 | Insider Threat | High | 3 | 674 | 55.9533 | -3.1883 | 40.7128 | -74.0060 |
| 9 | 2025-01-06 09:00:00 | 42.172.52.135 | 67.41.30.147 | SQL Injection | High | 1 | 162 | 43.6510 | -79.3470 | 55.9533 | -3.1883 |
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 2025-02-16 06:00:00 | 7.123.35.75 | 59.3.65.95 | Ransomware | Low | 2 | 956 | 35.0116 | 135.7681 | 45.5017 | -73.5673 |
| 991 | 2025-02-16 07:00:00 | 25.80.81.105 | 43.248.39.37 | Phishing | Low | 6 | 667 | 35.0116 | 135.7681 | 35.0116 | 135.7681 |
| 992 | 2025-02-16 08:00:00 | 159.104.101.171 | 31.71.249.161 | Phishing | Critical | 7 | 327 | 35.0116 | 135.7681 | 49.2827 | -123.1207 |
| 993 | 2025-02-16 09:00:00 | 6.175.158.159 | 214.104.8.249 | Phishing | Critical | 10 | 860 | 41.8781 | -87.6298 | 49.2827 | -123.1207 |
| 994 | 2025-02-16 10:00:00 | 143.95.149.219 | 55.229.25.0 | Malware | Medium | 15 | 414 | 34.6937 | 135.5023 | -33.8688 | 151.2093 |
| 995 | 2025-02-16 11:00:00 | 90.114.86.92 | 113.228.201.90 | DDoS | Medium | 1 | 396 | 34.0522 | -118.2437 | 35.0116 | 135.7681 |
| 996 | 2025-02-16 12:00:00 | 75.68.119.210 | 219.82.35.120 | DDoS | High | 19 | 28 | 51.5074 | -0.1278 | 53.4808 | -2.2426 |
| 997 | 2025-02-16 13:00:00 | 100.135.159.46 | 59.129.70.7 | Phishing | Low | 16 | 543 | 49.2827 | -123.1207 | -27.4698 | 153.0251 |
| 998 | 2025-02-16 14:00:00 | 107.208.94.130 | 161.148.91.75 | Phishing | Medium | 6 | 940 | -37.8136 | 144.9631 | -33.8688 | 151.2093 |
| 999 | 2025-02-16 15:00:00 | 153.17.251.196 | 124.174.95.22 | Malware | Medium | 2 | 547 | -27.4698 | 153.0251 | 41.8781 | -87.6298 |